“Impossible,” growled Victor, slamming the lid of the pressure cooker shut with a loud *thwack*. He glared at the television, where a celebrity chef was demonstrating “Chef Valentino's Award-Winning Beef Bourguignon.” It was his grandmother’s dish! He knew the secret ingredient, the exact cut of meat, the way she braised it until it melted in your mouth.

He paced the confines of his small apartment, clenching his fists. This was absurd. He knew the chef. He'd even given him the recipe! He had been trying to get his food truck started and had asked him for advice. This was pure theft.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349